arXiv Open Access 2017

GAN and VAE from an Optimal Transport Point of View

Aude Genevay Gabriel Peyré Marco Cuturi
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Abstrak

This short article revisits some of the ideas introduced in arXiv:1701.07875 and arXiv:1705.07642 in a simple setup. This sheds some lights on the connexions between Variational Autoencoders (VAE), Generative Adversarial Networks (GAN) and Minimum Kantorovitch Estimators (MKE).

Topik & Kata Kunci

Penulis (3)

A

Aude Genevay

G

Gabriel Peyré

M

Marco Cuturi

Format Sitasi

Genevay, A., Peyré, G., Cuturi, M. (2017). GAN and VAE from an Optimal Transport Point of View. https://arxiv.org/abs/1706.01807

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Tahun Terbit
2017
Bahasa
en
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arXiv
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Open Access ✓